{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6b2cfd19",
   "metadata": {},
   "source": [
    "### 友商竞争分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "22280a78",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pandas import DataFrame, Series\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7dee42aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c154be84",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './data/竞争数据/商品销售数据/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "f020e332",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 合并数据\n",
    "import os\n",
    "df = DataFrame()\n",
    "for file_name in os.listdir(path):\n",
    "    file_path = os.path.join(path, file_name)\n",
    "    df = df.append(pd.read_excel(file_path), ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "af00c4c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>店铺名称</th>\n",
       "      <th>商品名称</th>\n",
       "      <th>商品ID</th>\n",
       "      <th>主图链接</th>\n",
       "      <th>商品链接</th>\n",
       "      <th>商品原价</th>\n",
       "      <th>商品售价</th>\n",
       "      <th>30天销售量</th>\n",
       "      <th>总销量</th>\n",
       "      <th>类目</th>\n",
       "      <th>适用对象</th>\n",
       "      <th>30天销售额</th>\n",
       "      <th>物理形态</th>\n",
       "      <th>型号</th>\n",
       "      <th>净含量</th>\n",
       "      <th>使用对象</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>安速家居旗舰店</td>\n",
       "      <td>日本进口安速小强恢恢灭蟑螂屋药无毒捕捉器克星家用强力清全窝端</td>\n",
       "      <td>527032566392</td>\n",
       "      <td>http://img.alicdn.com/bao/uploaded/i3/27967673...</td>\n",
       "      <td>https://detail.m.tmall.com/item.htm?id=5270325...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>54.4</td>\n",
       "      <td>2540</td>\n",
       "      <td>236321</td>\n",
       "      <td>灭鼠/杀虫剂</td>\n",
       "      <td>蟑螂</td>\n",
       "      <td>138176.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   序号     店铺名称                            商品名称          商品ID  \\\n",
       "0   1  安速家居旗舰店  日本进口安速小强恢恢灭蟑螂屋药无毒捕捉器克星家用强力清全窝端  527032566392   \n",
       "\n",
       "                                                主图链接  \\\n",
       "0  http://img.alicdn.com/bao/uploaded/i3/27967673...   \n",
       "\n",
       "                                                商品链接  商品原价  商品售价  30天销售量  \\\n",
       "0  https://detail.m.tmall.com/item.htm?id=5270325...  60.0  54.4    2540   \n",
       "\n",
       "      总销量      类目 适用对象    30天销售额 物理形态   型号  净含量 使用对象  \n",
       "0  236321  灭鼠/杀虫剂   蟑螂  138176.0  NaN  NaN  NaN  NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1b914371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['序号', '店铺名称', '商品名称', '商品ID', '主图链接', '商品链接', '商品原价', '商品售价', '30天销售量',\n",
       "       '总销量', '类目', '适用对象', '30天销售额', '物理形态', '型号', '净含量', '使用对象'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a2563824",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['灭鼠/杀虫剂', '空调清洁剂', '漱口水', '空气芳香剂', '蚊香液', '蚊香片', '灭鼠笼/捕鼠器',\n",
       "       '其它园艺用品'], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['类目'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7e3947c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['安速家居旗舰店', '拜耳官方旗舰店', '科凌虫控旗舰店'], dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['店铺名称'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0832f55d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>店铺名称</th>\n",
       "      <th>安速家居旗舰店</th>\n",
       "      <th>拜耳官方旗舰店</th>\n",
       "      <th>科凌虫控旗舰店</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>类目</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>其它园艺用品</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>漱口水</th>\n",
       "      <td>9137.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>灭鼠/杀虫剂</th>\n",
       "      <td>494539.3</td>\n",
       "      <td>2673315.2</td>\n",
       "      <td>3734597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>灭鼠笼/捕鼠器</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62293.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空气芳香剂</th>\n",
       "      <td>4668.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空调清洁剂</th>\n",
       "      <td>10420.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香液</th>\n",
       "      <td>24343.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香片</th>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "店铺名称      安速家居旗舰店    拜耳官方旗舰店    科凌虫控旗舰店\n",
       "类目                                     \n",
       "其它园艺用品        0.0        0.0    22880.0\n",
       "漱口水        9137.3        0.0        0.0\n",
       "灭鼠/杀虫剂   494539.3  2673315.2  3734597.0\n",
       "灭鼠笼/捕鼠器       0.0        0.0    62293.0\n",
       "空气芳香剂      4668.6        0.0        0.0\n",
       "空调清洁剂     10420.9        0.0        0.0\n",
       "蚊香液       24343.6        0.0        0.0\n",
       "蚊香片          45.0        0.0        0.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看不同点店铺的各个产品的总销售额,使用unstack将行索引变成列索引，填充空值为0\n",
    "cate_df = df.groupby(['店铺名称', '类目'])['30天销售额'].sum().unstack().fillna(0).T\n",
    "cate_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "28cedaf3",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette('Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "5d6db5bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(15, 5), dpi=120)\n",
    "loc = 1\n",
    "for col_name in cate_df.columns:\n",
    "    merchant = cate_df[col_name]\n",
    "    plt.subplot(1, 3, loc)\n",
    "    plt.pie(merchant.values, autopct='%.2f%%')\n",
    "    plt.xlabel(col_name, fontsize=12)\n",
    "    loc += 1\n",
    "figure.legend(labels=cate_df.index, fontsize=12)\n",
    "figure.suptitle('店铺商品对比', fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c39110e",
   "metadata": {},
   "source": [
    ">> 可见拜耳只有一个市场，其他的有不同的市场，单主要市场都是灭鼠/杀虫剂市场"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "f3165f06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>店铺名称</th>\n",
       "      <th>安速家居旗舰店</th>\n",
       "      <th>拜耳官方旗舰店</th>\n",
       "      <th>科凌虫控旗舰店</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>适用对象</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>上门服务</th>\n",
       "      <td>0.0</td>\n",
       "      <td>7326.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其它园艺用品</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>杀虫剂</th>\n",
       "      <td>34687.5</td>\n",
       "      <td>103460.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>漱口水</th>\n",
       "      <td>9137.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>白蚁</th>\n",
       "      <td>0.0</td>\n",
       "      <td>75336.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空气芳香剂</th>\n",
       "      <td>4668.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空调清洁剂</th>\n",
       "      <td>10420.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>虫</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2035.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>虱</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>185614.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚂蚁</th>\n",
       "      <td>1176.6</td>\n",
       "      <td>305820.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊</th>\n",
       "      <td>24388.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蛾</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16599.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蝇</th>\n",
       "      <td>12772.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>螨</th>\n",
       "      <td>164381.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1114222.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蟑螂</th>\n",
       "      <td>268585.3</td>\n",
       "      <td>2181372.3</td>\n",
       "      <td>1525024.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鼠</th>\n",
       "      <td>12936.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>953394.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "店铺名称     安速家居旗舰店    拜耳官方旗舰店    科凌虫控旗舰店\n",
       "适用对象                                  \n",
       "上门服务         0.0     7326.0        0.0\n",
       "其它园艺用品       0.0        0.0    22880.0\n",
       "杀虫剂      34687.5   103460.7        0.0\n",
       "漱口水       9137.3        0.0        0.0\n",
       "白蚁           0.0    75336.2        0.0\n",
       "空气芳香剂     4668.6        0.0        0.0\n",
       "空调清洁剂    10420.9        0.0        0.0\n",
       "虫            0.0        0.0     2035.0\n",
       "虱            0.0        0.0   185614.5\n",
       "蚂蚁        1176.6   305820.0        0.0\n",
       "蚊        24388.6        0.0        0.0\n",
       "蛾            0.0        0.0    16599.5\n",
       "蝇        12772.0        0.0        0.0\n",
       "螨       164381.3        0.0  1114222.4\n",
       "蟑螂      268585.3  2181372.3  1525024.2\n",
       "鼠        12936.6        0.0   953394.4"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cate_df = df.groupby(['店铺名称', '适用对象'])['30天销售额'].sum().unstack().fillna(0)\n",
    "cate_df = cate_df.T\n",
    "cate_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "edd0c6b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(15, 5), dpi=120)\n",
    "loc = 1\n",
    "for col_name in cate_df.columns:\n",
    "    merchant = cate_df[col_name]\n",
    "    plt.subplot(1, 3, loc)\n",
    "    plt.pie(merchant.values, autopct='%.2f%%')\n",
    "    plt.xlabel(col_name, fontsize=12)\n",
    "    loc += 1\n",
    "figure.legend(labels=cate_df.index, fontsize=12)\n",
    "figure.suptitle('适用对象对比', fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4ca68dc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
